Treatment effect heterogeneity in theory and practice

被引:149
作者
Angrist, JD [1 ]
机构
[1] MIT, Cambridge, MA 02139 USA
[2] NBER, Cambridge, MA 02138 USA
关键词
D O I
10.1111/j.0013-0133.2003.00195.x
中图分类号
F [经济];
学科分类号
02 ;
摘要
Instrumental Variables (IV) methods identify internally valid causal effects for individuals whose treatment status is manipulable by the instrument at hand. Inference for other populations requires homogeneity assumptions. This paper outlines a theoretical framework that nests causal homogeneity assumptions. These ideas are illustrated using sibling-sex composition to estimate the effect of childbearing on economic and marital outcomes. The application is motivated by American welfare reform. The empirical results generally support the notion of reduced labour supply and increased poverty as a consequence of childbearing but evidence on the impact of childbearing on marital stability and welfare use is more tenuous.
引用
收藏
页码:C52 / C83
页数:32
相关论文
共 38 条
[1]   Semiparametric instrumental variable estimation of treatment response models [J].
Abadie, A .
JOURNAL OF ECONOMETRICS, 2003, 113 (02) :231-263
[2]   Bootstrap tests for distributional treatment effects in instrumental variable models [J].
Abadie, A .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2002, 97 (457) :284-292
[3]   Instrumental variables estimates of the effect of subsidized training on the quantiles of trainee earnings [J].
Abadie, A ;
Angrist, J ;
Imbens, G .
ECONOMETRICA, 2002, 70 (01) :91-117
[4]  
Angrist J. D., 1991, 117 NBER
[5]  
Angrist JD, 1996, J AM STAT ASSOC, V91, P444, DOI 10.2307/2291629
[6]  
Angrist JD, 1998, AM ECON REV, V88, P450
[7]  
Angrist Joshua, 1991, 115 NBER
[8]   Sargan's instrumental variables estimation and the generalized method of moments [J].
Arellano, M .
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2002, 20 (04) :450-459
[9]   ECONOMIC-ANALYSIS OF MARITAL INSTABILITY [J].
BECKER, GS ;
LANDES, EM ;
MICHAEL, RT .
JOURNAL OF POLITICAL ECONOMY, 1977, 85 (06) :1141-1187
[10]  
BLANK RM, 2002, 8983 NBER